{"id":19316956,"url":"https://github.com/kanishknavale/speech-emotion-recognition","last_synced_at":"2025-04-22T17:30:31.135Z","repository":{"id":133105189,"uuid":"333092433","full_name":"KanishkNavale/Speech-Emotion-Recognition","owner":"KanishkNavale","description":"A simple CNN-LSTM deep neural model using Tensorflow to classify emotions from a speech dataset","archived":false,"fork":false,"pushed_at":"2022-06-01T18:22:22.000Z","size":112,"stargazers_count":6,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-02T02:02:52.932Z","etag":null,"topics":["cnn","deep-learning","lstm","speech-dataset","speech-emotion-recognition","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/KanishkNavale.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-01-26T13:24:10.000Z","updated_at":"2024-02-10T13:55:33.000Z","dependencies_parsed_at":null,"dependency_job_id":"fd8f5af2-d963-4147-9421-2d5c8a322594","html_url":"https://github.com/KanishkNavale/Speech-Emotion-Recognition","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KanishkNavale%2FSpeech-Emotion-Recognition","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KanishkNavale%2FSpeech-Emotion-Recognition/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KanishkNavale%2FSpeech-Emotion-Recognition/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KanishkNavale%2FSpeech-Emotion-Recognition/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/KanishkNavale","download_url":"https://codeload.github.com/KanishkNavale/Speech-Emotion-Recognition/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250287341,"owners_count":21405588,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["cnn","deep-learning","lstm","speech-dataset","speech-emotion-recognition","tensorflow"],"created_at":"2024-11-10T01:13:13.047Z","updated_at":"2025-04-22T17:30:31.123Z","avatar_url":"https://github.com/KanishkNavale.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Speech-Emotion-Recognition\nA simple CNN-LSTM deep neural model using Tensorflow to classify emotions from speech dataset\n\n## Table of contents\n* Reading the 'train.json' file\n    * Download link: www.kaggle.com/dataset/1ef5f65351c643f6d2fb0becc9993b73be3130090e234fa88f9307ef18b9de78\n* Rescaling the features\n* Creating train \u0026 validation data splits\n* Defining the DNN model\n* Model training\n* Evaluating Results\n\n## Overview\n* Training Log,\n    \u003cp align=\"left\"\u003e\u003cimg src=\"training_log.png\" width=\"350\"\u003e\n* Results,\n    \u003cp align=\"left\"\u003e\u003cimg src=\"confusion_matrix.png\" width=\"250\" title=\"Confusion Matrix\"\u003e\n## Dependencies\nInstall dependencies using:\n```bash\npip3 install -r requirements.txt \n```\n\t\n## System Requirements\n* The notebook is executed online on kaggle.com with a GPU accelerator.\n* To run it locally on a PC, 16GB of RAM is needed.\n\n## Challenge\n* Boost the 'Validation Accuracy' by Model modification or Data Augmentation\n\n## Contact\n* email: navalekanishk@gmail.com","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkanishknavale%2Fspeech-emotion-recognition","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkanishknavale%2Fspeech-emotion-recognition","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkanishknavale%2Fspeech-emotion-recognition/lists"}